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Commit 528051d2 authored by Chao Liu's avatar Chao Liu
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hand tune some params for v4r1 and v4r4

parent 31ded4ac
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Showing with 128 additions and 56 deletions
driver/include/device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw.hpp
View file @ 528051d2
......@@ -54,8 +54,8 @@ void device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw(InDesc,
wei_kcyx_device_buf.ToDevice(wei_kcyx.mData.data());
out_nkhw_device_buf.ToDevice(out_nkhw.mData.data());
#if 1
// BlockSize = 256, each thread hold 64 data
#if 0
// BlockSize = 256, EperBlock = 8, each thread hold 64 data
constexpr index_t BlockSize = 256;
constexpr index_t BPerBlock = 16;
......@@ -89,6 +89,43 @@ void device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw(InDesc,
using WeiBlockCopySrcAccessOrder = Sequence<1, 0>; // [K, E]
using WeiBlockCopyDstAccessOrder = Sequence<0, 1>; // [E, K]
constexpr index_t WeiBlockCopySrcDataPerRead_E = 4;
constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
#elif 1
// BlockSize = 256, EPerBlock = 16, each thread hold 64 data
constexpr index_t BlockSize = 256;
constexpr index_t BPerBlock = 16;
constexpr index_t KPerBlock = 128;
constexpr index_t EPerBlock = 16;
constexpr index_t GemmNRepeat = 2;
constexpr index_t GemmMPerThreadSubC = 4;
constexpr index_t GemmNPerThreadSubC = 4;
constexpr index_t GemmMLevel0Cluster = 4;
constexpr index_t GemmNLevel0Cluster = 4;
constexpr index_t GemmMLevel1Cluster = 4;
constexpr index_t GemmNLevel1Cluster = 4;
constexpr index_t GemmKPerThreadLoop = 1;
constexpr index_t GemmDataPerReadA = 4;
constexpr index_t GemmDataPerReadB = 4;
using InBlockCopySubLengths_E_N1_B_N2 = Sequence<1, 2, 1, 4>;
using InBlockCopyClusterLengths_E_N1_B_N2 = Sequence<16, 1, 16, 1>;
using InBlockCopyThreadClusterArrangeOrder = Sequence<0, 1, 3, 2>; // [E, N1, N2, B]
using InBlockCopySrcAccessOrder = Sequence<0, 2, 1, 3>; // [E, B, N1, N2]
using InBlockCopyDstAccessOrder = Sequence<0, 1, 2, 3>; // [E, N1, B, N2]
constexpr index_t InBlockCopySrcDataPerRead_B = 1;
constexpr index_t InBlockCopyDstDataPerWrite_N2 = 4;
using WeiBlockCopySubLengths_E_K = Sequence<4, 2>;
using WeiBlockCopyClusterLengths_E_K = Sequence<4, 64>;
using WeiBlockCopyThreadClusterArrangeOrder = Sequence<1, 0>; // [K, E]
using WeiBlockCopySrcAccessOrder = Sequence<1, 0>; // [K, E]
using WeiBlockCopyDstAccessOrder = Sequence<0, 1>; // [E, K]
constexpr index_t WeiBlockCopySrcDataPerRead_E = 4;
constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
#elif 0
......
driver/include/device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw.hpp
View file @ 528051d2
......@@ -50,7 +50,8 @@ void device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(InDesc,
wei_kcyx_device_buf.ToDevice(wei_kcyx.mData.data());
out_nkhw_device_buf.ToDevice(out_nkhw.mData.data());
#if 1
#if 0
// BlockSize = 256, EPerBlock = 8
constexpr index_t BlockSize = 256;
constexpr index_t BPerBlock = 128;
......@@ -85,7 +86,8 @@ void device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(InDesc,
constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
constexpr index_t OutThreadCopyDataPerAccess_B = 1;
#elif 1
#elif 0
// BlockSize = 256, EPerBlock = 8
// 1x1 filter, 8x8 image
constexpr index_t BlockSize = 256;
......@@ -121,7 +123,44 @@ void device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(InDesc,
constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
constexpr index_t OutThreadCopyDataPerAccess_B = 4;
#elif 0
#elif 1
// BlockSize = 256, EPerBlock = 16
// 1x1 filter, 8x8 image
constexpr index_t BlockSize = 256;
constexpr index_t BPerBlock = 128;
constexpr index_t KPerBlock = 128;
constexpr index_t EPerBlock = 16;
constexpr index_t GemmMPerThreadSubC = 4;
constexpr index_t GemmNPerThreadSubC = 4;
constexpr index_t GemmMLevel0Cluster = 4;
constexpr index_t GemmNLevel0Cluster = 4;
constexpr index_t GemmMLevel1Cluster = 4;
constexpr index_t GemmNLevel1Cluster = 4;
constexpr index_t GemmKPerThreadLoop = 1;
constexpr index_t GemmDataPerReadA = 4;
constexpr index_t GemmDataPerReadB = 4;
using InBlockCopySubLengths_E_B = Sequence<2, 4>;
using InBlockCopyClusterLengths_E_B = Sequence<8, 32>;
using InBlockCopyThreadClusterArrangeOrder = Sequence<0, 1>; // [E, B]
using InBlockCopySrcAccessOrder = Sequence<0, 1>; // [E, B]
using InBlockCopyDstAccessOrder = Sequence<0, 1>; // [E, B]
constexpr index_t InBlockCopyDataPerAccess_B = 4;
using WeiBlockCopySubLengths_E_K = Sequence<4, 2>;
using WeiBlockCopyClusterLengths_E_K = Sequence<4, 64>;
using WeiBlockCopyThreadClusterArrangeOrder = Sequence<1, 0>; // [K, E]
using WeiBlockCopySrcAccessOrder = Sequence<1, 0>; // [K, E]
using WeiBlockCopyDstAccessOrder = Sequence<0, 1>; // [E, K]
constexpr index_t WeiBlockCopySrcDataPerRead_E = 4;
constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
constexpr index_t OutThreadCopyDataPerAccess_B = 4;
#elif 1
// 1x1 filter, 14x14 image
constexpr index_t BlockSize = 256;
......@@ -167,47 +206,43 @@ void device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(InDesc,
printf("%s: BlockSize %u, GridSize %u \n", __func__, BlockSize, GridSize);
constexpr auto gridwise_conv =
#if 0
GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_padded
#else
GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_lds_double_buffer
#endif
<GridSize,
BlockSize,
T,
decltype(in_nchw_desc),
decltype(wei_kcyx_desc),
decltype(out_nkhw_desc),
ConvStrides,
ConvDilations,
LeftPads,
RightPads,
BPerBlock,
KPerBlock,
EPerBlock,
GemmMPerThreadSubC,
GemmNPerThreadSubC,
GemmMLevel0Cluster,
GemmNLevel0Cluster,
GemmMLevel1Cluster,
GemmNLevel1Cluster,
GemmKPerThreadLoop,
GemmDataPerReadA,
GemmDataPerReadB,
InBlockCopySubLengths_E_B,
InBlockCopyClusterLengths_E_B,
InBlockCopyThreadClusterArrangeOrder,
InBlockCopySrcAccessOrder,
InBlockCopyDstAccessOrder,
InBlockCopyDataPerAccess_B,
WeiBlockCopySubLengths_E_K,
WeiBlockCopyClusterLengths_E_K,
WeiBlockCopyThreadClusterArrangeOrder,
WeiBlockCopySrcAccessOrder,
WeiBlockCopyDstAccessOrder,
WeiBlockCopySrcDataPerRead_E,
WeiBlockCopyDstDataPerWrite_K,
OutThreadCopyDataPerAccess_B>{};
GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_lds_double_buffer<
GridSize,
BlockSize,
T,
decltype(in_nchw_desc),
decltype(wei_kcyx_desc),
decltype(out_nkhw_desc),
ConvStrides,
ConvDilations,
LeftPads,
RightPads,
BPerBlock,
KPerBlock,
EPerBlock,
GemmMPerThreadSubC,
GemmNPerThreadSubC,
GemmMLevel0Cluster,
GemmNLevel0Cluster,
GemmMLevel1Cluster,
GemmNLevel1Cluster,
GemmKPerThreadLoop,
GemmDataPerReadA,
GemmDataPerReadB,
InBlockCopySubLengths_E_B,
InBlockCopyClusterLengths_E_B,
InBlockCopyThreadClusterArrangeOrder,
InBlockCopySrcAccessOrder,
InBlockCopyDstAccessOrder,
InBlockCopyDataPerAccess_B,
WeiBlockCopySubLengths_E_K,
WeiBlockCopyClusterLengths_E_K,
WeiBlockCopyThreadClusterArrangeOrder,
WeiBlockCopySrcAccessOrder,
WeiBlockCopyDstAccessOrder,
WeiBlockCopySrcDataPerRead_E,
WeiBlockCopyDstDataPerWrite_K,
OutThreadCopyDataPerAccess_B>{};
for(index_t i = 0; i < nrepeat; ++i)
{
......
driver/src/driver.cpp
View file @ 528051d2
......@@ -76,20 +76,20 @@ int main(int argc, char* argv[])
{
using namespace ck;
#if 0
#if 1
constexpr index_t N = 128;
constexpr index_t C = 128;
constexpr index_t HI = 17;
constexpr index_t WI = 17;
constexpr index_t K = 128;
constexpr index_t C = 1024;
constexpr index_t HI = 14;
constexpr index_t WI = 14;
constexpr index_t K = 256;
constexpr index_t Y = 1;
constexpr index_t X = 7;
constexpr index_t X = 1;
using ConvStrides = Sequence<1, 1>;
using ConvDilations = Sequence<1, 1>;
using LeftPads = Sequence<0, 3>;
using RightPads = Sequence<0, 3>;
using LeftPads = Sequence<0, 0>;
using RightPads = Sequence<0, 0>;
#elif 0
// 3x3, 34x34
constexpr index_t N = 64;
......@@ -105,7 +105,7 @@ int main(int argc, char* argv[])
using LeftPads = Sequence<0, 0>;
using RightPads = Sequence<0, 0>;
#elif 0
#elif 1
// 1x1 filter, 8x8 image
// cudnn@V100 68%, ck@V100 72%, ck@P100 52%, ck@VII 42%
constexpr index_t N = 64;
......@@ -492,7 +492,7 @@ int main(int argc, char* argv[])
ConvStrides{},
ConvDilations{},
nrepeat);
#elif 0
#elif 1
device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(in_nchw_desc,
in_nchw,
wei_kcyx_desc,
......
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